In [9]:

    

# https://www.tensorflow.org/extend/estimators
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function

# tensorflow
import tensorflow as tf

# keras
from tensorflow.contrib.keras.python.keras.layers import Dense, LSTM, GRU
from tensorflow.contrib.keras.python.keras.utils.data_utils import get_file

# input data
from tensorflow.examples.tutorials.mnist import input_data

# estimators
from tensorflow.contrib import learn

# estimator "builder"
from tensorflow.contrib.learn.python.learn.estimators import model_fn as model_fn_lib

# helpers
import numpy as np
import random
import sys

# enable logs
tf.logging.set_verbosity(tf.logging.INFO)

def sample(preds, temperature=1.0):
    #print(preds)
    return np.argmax(preds)

# THE MODEL
def model_fn(features, targets, mode, params):
    """Model function for Estimator."""
    
    # 1. Configure the model via TensorFlow operations
    # First, build all the model, a good idea is using Keras or tf.layers
    # since these are high-level API's
    lstm = GRU(128, input_shape=(params["maxlen"], params["vocab_size"]))(features)
    preds = Dense(params["vocab_size"], activation='sigmoid')(lstm)
    
    # 2. Define the loss function for training/evaluation
    loss = None
    train_op = None
    
    # Calculate Loss (for both TRAIN and EVAL modes)
    if mode != learn.ModeKeys.PREDICT:
        loss = tf.losses.softmax_cross_entropy(
            onehot_labels=targets, logits=preds)

    # 3. Define the training operation/optimizer
    
    # Configure the Training Op (for TRAIN mode)
    if mode == learn.ModeKeys.TRAIN:
        train_op = tf.contrib.layers.optimize_loss(
            loss=loss,
            global_step=tf.contrib.framework.get_global_step(),
            learning_rate=params["learning_rate"],
            optimizer="RMSProp",
        )

    # 4. Generate predictions
    predictions_dict = {
      "preds": preds
    }
    
    # 5. Define how you want to evaluate the model
    metrics = {
        "accuracy": tf.metrics.accuracy(tf.argmax(input=preds, axis=1), tf.argmax(input=targets, axis=1))
    }
    
    # 6. Return predictions/loss/train_op/eval_metric_ops in ModelFnOps object
    return model_fn_lib.ModelFnOps(
      mode=mode,
      predictions=predictions_dict,
      loss=loss,
      train_op=train_op,
      eval_metric_ops=metrics)


    

In [5]:

    

print('Getting data')

#path = get_file('nietzsche.txt', origin='https://s3.amazonaws.com/text-datasets/nietzsche.txt')
path = 'shakespeare.txt'
text = open(path).read().lower()
print('corpus length:', len(text))

chars = sorted(list(set(text)))
print('total chars:', len(chars))
char_indices = dict((c, i) for i, c in enumerate(chars))
indices_char = dict((i, c) for i, c in enumerate(chars))

# cut the text in semi-redundant sequences of maxlen characters
maxlen = 40
step = 1
sentences = []
next_chars = []
for i in range(0, len(text) - maxlen, step):
    sentences.append(text[i: i + maxlen])
    next_chars.append(text[i + maxlen])
print('nb sequences:', len(sentences))

print('Vectorization...')
X = np.zeros((len(sentences), maxlen, len(chars)), dtype=np.float32)
y = np.zeros((len(sentences), len(chars)), dtype=np.float32)
for i, sentence in enumerate(sentences):
    for t, char in enumerate(sentence):
        X[i, t, char_indices[char]] = 1
    y[i, char_indices[next_chars[i]]] = 1

print(X[0])


    

    




Getting data
corpus length: 1115394
total chars: 39
nb sequences: 1115354
Vectorization...
[[ 0.  0.  0. ...,  0.  0.  0.]
 [ 0.  0.  0. ...,  0.  0.  0.]
 [ 0.  0.  0. ...,  0.  0.  0.]
 ..., 
 [ 0.  0.  0. ...,  0.  0.  0.]
 [ 0.  0.  0. ...,  0.  0.  0.]
 [ 0.  0.  0. ...,  0.  0.  0.]]

In [ ]:

    

# PARAMETERS
LEARNING_RATE = 0.01
BATCH_SIZE = 256
STEPS = 1000

NUM_OUTPUTS_PRED = 40

# Set model params
model_params = {"learning_rate": LEARNING_RATE, "vocab_size": len(chars), "maxlen": maxlen}

# Instantiate Estimator
nn = tf.contrib.learn.Estimator(model_fn=model_fn, params=model_params)

# Score accuracy
for iteration in range(1, 600):
    print()
    print('-' * 50)
    print('Iteration', iteration)
  
    # Fit
    print('-' * 40)
    print("Training")
    print('-' * 40)
    nn.fit(x=X, y=y, steps=STEPS,  batch_size=BATCH_SIZE)

    # choose a random sentence
    start_index = random.randint(0, len(text) - maxlen - 1)
    sentence = text[start_index: start_index + maxlen]
    
    # generate output using the RNN model
    generated = sentence
    print('----- Generating with seed: "' + sentence + '"')
    for i in range(NUM_OUTPUTS_PRED):
        x = np.zeros((1, maxlen, len(chars)), dtype=np.float32)
        for t, char in enumerate(sentence):
            x[0, t, char_indices[char]] = 1.

        p = None
        for e in nn.predict(x):
            if p is None: p = e["preds"]
        next_index = sample(p)
        next_char = indices_char[next_index]

        generated += next_char
        sentence = sentence[1:] + next_char

    print('-' * 100)
    print('HERE')
    print(generated)
    print('-' * 100)


    

    




INFO:tensorflow:Using default config.
INFO:tensorflow:Using config: {'_save_summary_steps': 100, '_evaluation_master': '', '_tf_random_seed': None, '_num_ps_replicas': 0, '_environment': 'local', '_tf_config': gpu_options {
  per_process_gpu_memory_fraction: 1
}
, '_master': '', '_keep_checkpoint_max': 5, '_model_dir': None, '_num_worker_replicas': 0, '_keep_checkpoint_every_n_hours': 10000, '_task_type': None, '_task_id': 0, '_cluster_spec': <tensorflow.python.training.server_lib.ClusterSpec object at 0x7f79f7db2ef0>, '_save_checkpoints_secs': 600, '_is_chief': True, '_save_checkpoints_steps': None}
WARNING:tensorflow:Using temporary folder as model directory: /tmp/tmp4ct65f2x

--------------------------------------------------
Iteration 1
----------------------------------------
Training
----------------------------------------
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:21: calling BaseEstimator.fit (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:21: calling BaseEstimator.fit (from tensorflow.contrib.learn.python.learn.estimators.estimator) with batch_size is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:21: calling BaseEstimator.fit (from tensorflow.contrib.learn.python.learn.estimators.estimator) with y is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))






    




/usr/local/lib/python3.4/dist-packages/tensorflow/python/util/deprecation.py:248: FutureWarning: comparison to `None` will result in an elementwise object comparison in the future.
  equality = a == b






    




INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Saving checkpoints for 1 into /tmp/tmp4ct65f2x/model.ckpt.
INFO:tensorflow:step = 1, loss = 3.66068
INFO:tensorflow:global_step/sec: 4.19643
INFO:tensorflow:step = 101, loss = 3.34352 (23.831 sec)
INFO:tensorflow:global_step/sec: 4.58996
INFO:tensorflow:step = 201, loss = 3.24822 (21.788 sec)
INFO:tensorflow:global_step/sec: 4.22323
INFO:tensorflow:step = 301, loss = 3.11816 (23.678 sec)
INFO:tensorflow:global_step/sec: 4.27162
INFO:tensorflow:step = 401, loss = 3.09021 (23.410 sec)
INFO:tensorflow:global_step/sec: 4.2744
INFO:tensorflow:step = 501, loss = 3.07959 (23.397 sec)
INFO:tensorflow:global_step/sec: 4.25419
INFO:tensorflow:step = 601, loss = 3.04416 (23.505 sec)
INFO:tensorflow:global_step/sec: 4.21677
INFO:tensorflow:step = 701, loss = 3.06121 (23.715 sec)
INFO:tensorflow:global_step/sec: 4.22657
INFO:tensorflow:step = 801, loss = 3.06728 (23.660 sec)
INFO:tensorflow:global_step/sec: 4.47346
INFO:tensorflow:step = 901, loss = 3.06709 (22.354 sec)
INFO:tensorflow:Saving checkpoints for 1000 into /tmp/tmp4ct65f2x/model.ckpt.
INFO:tensorflow:Loss for final step: 3.06238.

----- diversity: 0.2
----- Generating with seed: "this, for counsel is but vain.

duke of "
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
----------------------------------------------------------------------------------------------------
HERE
tere hears and and and and teat tere tea
this, for counsel is but vain.

duke of tere hears and and and and teat tere tea
----------------------------------------------------------------------------------------------------

--------------------------------------------------
Iteration 2
----------------------------------------
Training
----------------------------------------
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:21: calling BaseEstimator.fit (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:21: calling BaseEstimator.fit (from tensorflow.contrib.learn.python.learn.estimators.estimator) with batch_size is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:21: calling BaseEstimator.fit (from tensorflow.contrib.learn.python.learn.estimators.estimator) with y is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-1000
INFO:tensorflow:Saving checkpoints for 1001 into /tmp/tmp4ct65f2x/model.ckpt.
INFO:tensorflow:step = 1001, loss = 3.05279
INFO:tensorflow:global_step/sec: 5.13668
INFO:tensorflow:step = 1101, loss = 3.04644 (19.469 sec)
INFO:tensorflow:global_step/sec: 5.13393
INFO:tensorflow:step = 1201, loss = 3.07776 (19.478 sec)
INFO:tensorflow:global_step/sec: 5.11206
INFO:tensorflow:step = 1301, loss = 3.04974 (19.562 sec)
INFO:tensorflow:global_step/sec: 5.09545
INFO:tensorflow:step = 1401, loss = 3.06693 (19.625 sec)
INFO:tensorflow:global_step/sec: 5.16668
INFO:tensorflow:step = 1501, loss = 3.04509 (19.355 sec)
INFO:tensorflow:global_step/sec: 5.08316
INFO:tensorflow:step = 1601, loss = 2.99955 (19.673 sec)
INFO:tensorflow:global_step/sec: 4.9416
INFO:tensorflow:step = 1701, loss = 3.04608 (20.237 sec)
INFO:tensorflow:global_step/sec: 4.69951
INFO:tensorflow:step = 1801, loss = 3.03936 (21.279 sec)
INFO:tensorflow:global_step/sec: 4.27372
INFO:tensorflow:step = 1901, loss = 3.05151 (23.398 sec)
INFO:tensorflow:Saving checkpoints for 2000 into /tmp/tmp4ct65f2x/model.ckpt.
INFO:tensorflow:Loss for final step: 3.01497.

----- diversity: 0.2
----- Generating with seed: " of that?

nurse:
lord, how my head ache"
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
----------------------------------------------------------------------------------------------------
HERE
r hand mathe hand hand hand hand hand ha
 of that?

nurse:
lord, how my head acher hand mathe hand hand hand hand hand ha
----------------------------------------------------------------------------------------------------

--------------------------------------------------
Iteration 3
----------------------------------------
Training
----------------------------------------
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:21: calling BaseEstimator.fit (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:21: calling BaseEstimator.fit (from tensorflow.contrib.learn.python.learn.estimators.estimator) with batch_size is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:21: calling BaseEstimator.fit (from tensorflow.contrib.learn.python.learn.estimators.estimator) with y is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-2000
INFO:tensorflow:Saving checkpoints for 2001 into /tmp/tmp4ct65f2x/model.ckpt.
INFO:tensorflow:step = 2001, loss = 3.04126
INFO:tensorflow:global_step/sec: 4.29479
INFO:tensorflow:step = 2101, loss = 3.02763 (23.287 sec)
INFO:tensorflow:global_step/sec: 4.36148
INFO:tensorflow:step = 2201, loss = 3.05906 (22.926 sec)
INFO:tensorflow:global_step/sec: 4.8023
INFO:tensorflow:step = 2301, loss = 3.03808 (20.823 sec)
INFO:tensorflow:global_step/sec: 4.27413
INFO:tensorflow:step = 2401, loss = 3.02955 (23.397 sec)
INFO:tensorflow:global_step/sec: 4.19935
INFO:tensorflow:step = 2501, loss = 3.02792 (23.814 sec)
INFO:tensorflow:global_step/sec: 4.13885
INFO:tensorflow:step = 2601, loss = 2.99291 (24.161 sec)
INFO:tensorflow:global_step/sec: 4.27062
INFO:tensorflow:step = 2701, loss = 3.02018 (23.416 sec)
INFO:tensorflow:global_step/sec: 4.24708
INFO:tensorflow:step = 2801, loss = 3.036 (23.545 sec)
INFO:tensorflow:global_step/sec: 4.16955
INFO:tensorflow:step = 2901, loss = 3.05203 (23.985 sec)
INFO:tensorflow:Saving checkpoints for 3000 into /tmp/tmp4ct65f2x/model.ckpt.
INFO:tensorflow:Loss for final step: 3.00665.

----- diversity: 0.2
----- Generating with seed: "a word, i pray.
though the nature of our"
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
----------------------------------------------------------------------------------------------------
HERE
 hand hath hand hath hand hath hath hand
a word, i pray.
though the nature of our hand hath hand hath hand hath hath hand
----------------------------------------------------------------------------------------------------

--------------------------------------------------
Iteration 4
----------------------------------------
Training
----------------------------------------
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:21: calling BaseEstimator.fit (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:21: calling BaseEstimator.fit (from tensorflow.contrib.learn.python.learn.estimators.estimator) with batch_size is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:21: calling BaseEstimator.fit (from tensorflow.contrib.learn.python.learn.estimators.estimator) with y is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-3000
INFO:tensorflow:Saving checkpoints for 3001 into /tmp/tmp4ct65f2x/model.ckpt.
INFO:tensorflow:step = 3001, loss = 3.04117
INFO:tensorflow:global_step/sec: 4.24795
INFO:tensorflow:step = 3101, loss = 3.02981 (23.542 sec)
INFO:tensorflow:global_step/sec: 4.23548
INFO:tensorflow:step = 3201, loss = 3.05555 (23.610 sec)
INFO:tensorflow:global_step/sec: 3.99459
INFO:tensorflow:step = 3301, loss = 3.02141 (25.034 sec)
INFO:tensorflow:global_step/sec: 4.19846
INFO:tensorflow:step = 3401, loss = 3.05795 (23.818 sec)
INFO:tensorflow:global_step/sec: 4.34552
INFO:tensorflow:step = 3501, loss = 3.04441 (23.013 sec)
INFO:tensorflow:global_step/sec: 4.7231
INFO:tensorflow:step = 3601, loss = 2.98962 (21.171 sec)
INFO:tensorflow:global_step/sec: 4.26473
INFO:tensorflow:step = 3701, loss = 3.0232 (23.449 sec)
INFO:tensorflow:global_step/sec: 4.24034
INFO:tensorflow:step = 3801, loss = 3.01986 (23.582 sec)
INFO:tensorflow:global_step/sec: 4.30578
INFO:tensorflow:step = 3901, loss = 3.03758 (23.224 sec)
INFO:tensorflow:Saving checkpoints for 4000 into /tmp/tmp4ct65f2x/model.ckpt.
INFO:tensorflow:Loss for final step: 3.00373.

----- diversity: 0.2
----- Generating with seed: " whole depth of my tale; and
meant, inde"
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
----------------------------------------------------------------------------------------------------
HERE
r an mastine an mastine an mastine an ma
 whole depth of my tale; and
meant, inder an mastine an mastine an mastine an ma
----------------------------------------------------------------------------------------------------

--------------------------------------------------
Iteration 5
----------------------------------------
Training
----------------------------------------
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:21: calling BaseEstimator.fit (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:21: calling BaseEstimator.fit (from tensorflow.contrib.learn.python.learn.estimators.estimator) with batch_size is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:21: calling BaseEstimator.fit (from tensorflow.contrib.learn.python.learn.estimators.estimator) with y is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-4000
INFO:tensorflow:Saving checkpoints for 4001 into /tmp/tmp4ct65f2x/model.ckpt.
INFO:tensorflow:step = 4001, loss = 3.04643
INFO:tensorflow:global_step/sec: 3.77277
INFO:tensorflow:step = 4101, loss = 3.01594 (26.510 sec)
INFO:tensorflow:global_step/sec: 3.81051
INFO:tensorflow:step = 4201, loss = 3.05683 (26.238 sec)
INFO:tensorflow:global_step/sec: 3.9656
INFO:tensorflow:step = 4301, loss = 3.03558 (25.213 sec)
INFO:tensorflow:global_step/sec: 3.93613
INFO:tensorflow:step = 4401, loss = 3.02397 (25.406 sec)
INFO:tensorflow:global_step/sec: 3.94711
INFO:tensorflow:step = 4501, loss = 3.02109 (25.336 sec)
INFO:tensorflow:global_step/sec: 3.96348
INFO:tensorflow:step = 4601, loss = 2.98146 (25.229 sec)
INFO:tensorflow:global_step/sec: 4.03162
INFO:tensorflow:step = 4701, loss = 3.02424 (24.804 sec)
INFO:tensorflow:global_step/sec: 4.42152
INFO:tensorflow:step = 4801, loss = 3.02861 (22.618 sec)
INFO:tensorflow:global_step/sec: 3.94277
INFO:tensorflow:step = 4901, loss = 3.03671 (25.364 sec)
INFO:tensorflow:Saving checkpoints for 5000 into /tmp/tmp4ct65f2x/model.ckpt.
INFO:tensorflow:Loss for final step: 3.00781.

----- diversity: 0.2
----- Generating with seed: "their own part, and in obsequious fondne"
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
----------------------------------------------------------------------------------------------------
HERE
 and and and and and and and and and and
their own part, and in obsequious fondne and and and and and and and and and and
----------------------------------------------------------------------------------------------------

--------------------------------------------------
Iteration 6
----------------------------------------
Training
----------------------------------------
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:21: calling BaseEstimator.fit (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:21: calling BaseEstimator.fit (from tensorflow.contrib.learn.python.learn.estimators.estimator) with batch_size is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:21: calling BaseEstimator.fit (from tensorflow.contrib.learn.python.learn.estimators.estimator) with y is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-5000
INFO:tensorflow:Saving checkpoints for 5001 into /tmp/tmp4ct65f2x/model.ckpt.
INFO:tensorflow:step = 5001, loss = 3.01817
INFO:tensorflow:global_step/sec: 3.9971
INFO:tensorflow:step = 5101, loss = 3.01304 (25.019 sec)
INFO:tensorflow:global_step/sec: 4.36331
INFO:tensorflow:step = 5201, loss = 3.07811 (22.919 sec)
INFO:tensorflow:global_step/sec: 4.69741
INFO:tensorflow:step = 5301, loss = 3.03978 (21.288 sec)
INFO:tensorflow:global_step/sec: 4.26048
INFO:tensorflow:step = 5401, loss = 3.06007 (23.470 sec)
INFO:tensorflow:global_step/sec: 4.32184
INFO:tensorflow:step = 5501, loss = 3.04619 (23.140 sec)
INFO:tensorflow:global_step/sec: 4.30041
INFO:tensorflow:step = 5601, loss = 2.99785 (23.253 sec)
INFO:tensorflow:global_step/sec: 4.18129
INFO:tensorflow:step = 5701, loss = 3.03656 (23.916 sec)
INFO:tensorflow:global_step/sec: 4.15684
INFO:tensorflow:step = 5801, loss = 3.02267 (24.059 sec)
INFO:tensorflow:global_step/sec: 4.27127
INFO:tensorflow:step = 5901, loss = 3.05869 (23.410 sec)
INFO:tensorflow:Saving checkpoints for 6000 into /tmp/tmp4ct65f2x/model.ckpt.
INFO:tensorflow:Loss for final step: 3.01481.

----- diversity: 0.2
----- Generating with seed: "

escalus:
if he took you a box o' the e"
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
----------------------------------------------------------------------------------------------------
HERE
re an mant an mant an mant an mant an ma


escalus:
if he took you a box o' the ere an mant an mant an mant an mant an ma
----------------------------------------------------------------------------------------------------

--------------------------------------------------
Iteration 7
----------------------------------------
Training
----------------------------------------
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:21: calling BaseEstimator.fit (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:21: calling BaseEstimator.fit (from tensorflow.contrib.learn.python.learn.estimators.estimator) with batch_size is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:21: calling BaseEstimator.fit (from tensorflow.contrib.learn.python.learn.estimators.estimator) with y is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-6000
INFO:tensorflow:Saving checkpoints for 6001 into /tmp/tmp4ct65f2x/model.ckpt.
INFO:tensorflow:step = 6001, loss = 3.03219
INFO:tensorflow:global_step/sec: 4.28903
INFO:tensorflow:step = 6101, loss = 3.01355 (23.317 sec)
INFO:tensorflow:global_step/sec: 4.12705
INFO:tensorflow:step = 6201, loss = 3.06135 (24.230 sec)
INFO:tensorflow:global_step/sec: 4.221
INFO:tensorflow:step = 6301, loss = 3.05534 (23.691 sec)
INFO:tensorflow:global_step/sec: 4.12008
INFO:tensorflow:step = 6401, loss = 3.04355 (24.272 sec)
INFO:tensorflow:global_step/sec: 4.34038
INFO:tensorflow:step = 6501, loss = 3.0346 (23.040 sec)
INFO:tensorflow:global_step/sec: 4.24978
INFO:tensorflow:step = 6601, loss = 3.00353 (23.530 sec)
INFO:tensorflow:global_step/sec: 4.3028
INFO:tensorflow:step = 6701, loss = 3.05348 (23.240 sec)
INFO:tensorflow:global_step/sec: 4.29604
INFO:tensorflow:step = 6801, loss = 3.05576 (23.277 sec)
INFO:tensorflow:global_step/sec: 4.28642
INFO:tensorflow:step = 6901, loss = 3.05373 (23.331 sec)
INFO:tensorflow:Saving checkpoints for 7000 into /tmp/tmp4ct65f2x/model.ckpt.
INFO:tensorflow:Loss for final step: 3.02014.

----- diversity: 0.2
----- Generating with seed: " sir. where then do you know best
we be "
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
----------------------------------------------------------------------------------------------------
HERE
basing an tare baser an tare baser an ta
 sir. where then do you know best
we be basing an tare baser an tare baser an ta
----------------------------------------------------------------------------------------------------

--------------------------------------------------
Iteration 8
----------------------------------------
Training
----------------------------------------
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:21: calling BaseEstimator.fit (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:21: calling BaseEstimator.fit (from tensorflow.contrib.learn.python.learn.estimators.estimator) with batch_size is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:21: calling BaseEstimator.fit (from tensorflow.contrib.learn.python.learn.estimators.estimator) with y is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-7000
INFO:tensorflow:Saving checkpoints for 7001 into /tmp/tmp4ct65f2x/model.ckpt.
INFO:tensorflow:step = 7001, loss = 3.03968
INFO:tensorflow:global_step/sec: 3.79009
INFO:tensorflow:step = 7101, loss = 3.02821 (26.390 sec)
INFO:tensorflow:global_step/sec: 3.46986
INFO:tensorflow:step = 7201, loss = 3.09114 (28.817 sec)
INFO:tensorflow:global_step/sec: 3.89055
INFO:tensorflow:step = 7301, loss = 3.15329 (25.701 sec)
INFO:tensorflow:global_step/sec: 3.89659
INFO:tensorflow:step = 7401, loss = 3.19021 (25.664 sec)
INFO:tensorflow:global_step/sec: 3.79359
INFO:tensorflow:step = 7501, loss = 3.14598 (26.360 sec)
INFO:tensorflow:global_step/sec: 3.82478
INFO:tensorflow:step = 7601, loss = 3.13477 (26.145 sec)
INFO:tensorflow:global_step/sec: 4.17877
INFO:tensorflow:step = 7701, loss = 3.14908 (23.930 sec)
INFO:tensorflow:global_step/sec: 4.07151
INFO:tensorflow:step = 7801, loss = 3.20509 (24.561 sec)
INFO:tensorflow:global_step/sec: 3.99082
INFO:tensorflow:step = 7901, loss = 3.21337 (25.057 sec)
INFO:tensorflow:Saving checkpoints for 8000 into /tmp/tmp4ct65f2x/model.ckpt.
INFO:tensorflow:Loss for final step: 3.18704.

----- diversity: 0.2
----- Generating with seed: "n of war,
are making hither with all due"
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:39: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
----------------------------------------------------------------------------------------------------
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----------------------------------------------------------------------------------------------------

--------------------------------------------------
Iteration 9
----------------------------------------
Training
----------------------------------------
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:21: calling BaseEstimator.fit (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:21: calling BaseEstimator.fit (from tensorflow.contrib.learn.python.learn.estimators.estimator) with batch_size is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
WARNING:tensorflow:From <ipython-input-11-ccb1db9d519d>:21: calling BaseEstimator.fit (from tensorflow.contrib.learn.python.learn.estimators.estimator) with y is deprecated and will be removed after 2016-12-01.
Instructions for updating:
Estimator is decoupled from Scikit Learn interface by moving into
separate class SKCompat. Arguments x, y and batch_size are only
available in the SKCompat class, Estimator will only accept input_fn.
Example conversion:
  est = Estimator(...) -> est = SKCompat(Estimator(...))
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Restoring parameters from /tmp/tmp4ct65f2x/model.ckpt-8000
INFO:tensorflow:Saving checkpoints for 8001 into /tmp/tmp4ct65f2x/model.ckpt.
INFO:tensorflow:step = 8001, loss = 3.19268
INFO:tensorflow:global_step/sec: 4.01056
INFO:tensorflow:step = 8101, loss = 3.15468 (24.936 sec)
INFO:tensorflow:global_step/sec: 4.43366
INFO:tensorflow:step = 8201, loss = 3.19659 (22.554 sec)
INFO:tensorflow:global_step/sec: 4.29747
INFO:tensorflow:step = 8301, loss = 3.20415 (23.270 sec)
INFO:tensorflow:global_step/sec: 4.12662
INFO:tensorflow:step = 8401, loss = 3.20007 (24.233 sec)
INFO:tensorflow:global_step/sec: 4.09609
INFO:tensorflow:step = 8501, loss = 3.21321 (24.414 sec)
INFO:tensorflow:global_step/sec: 4.22787
INFO:tensorflow:step = 8601, loss = 3.16343 (23.652 sec)
INFO:tensorflow:global_step/sec: 4.22678
INFO:tensorflow:step = 8701, loss = 3.21018 (23.659 sec)
INFO:tensorflow:global_step/sec: 4.18737
INFO:tensorflow:step = 8801, loss = 3.21431 (23.881 sec)

In [ ]: